The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-13"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "92353551 (up from 91603910 yesterday: 0.82 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "1978737 (up from 1962363 yesterday: 0.83 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 13590817

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.14



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 23077247 229610 1.00 4560641 384764 3959 1.04 1.67
India 10512093 16946 0.16 388315 151727 198 0.13 1.44
Brazil 8256536 60899 0.74 891019 205964 1274 0.62 2.49
Russia 3434934 22544 0.66 529738 62463 555 0.90 1.82
United Kingdom 3220953 47662 1.50 1064957 84910 1568 1.88 2.64
France 2888292 23932 0.84 325677 69168 229 0.33 2.39
Turkey 2355839 9554 0.41 273229 23325 173 0.75 0.99
Italy 2319036 15773 0.68 327758 80326 507 0.64 3.46
Spain 2176089 38869 1.82 333800 52878 195 0.37 2.43
Germany 1993892 25566 1.30 389763 44096 1207 2.81 2.21
Colombia 1831980 15898 0.88 287154 47124 342 0.73 2.57
Argentina 1757429 12725 0.73 193564 44983 135 0.30 2.56
Mexico 1571901 15873 1.02 221822 136917 1235 0.91 8.71
Poland 1404905 9126 0.65 178022 32074 481 1.52 2.28
Iran 1305339 6317 0.49 128335 56457 97 0.17 4.33
South Africa 1278303 18555 1.47 324045 35140 806 2.35 2.75
Ukraine 1166958 6715 0.58 148759 21121 206 0.98 1.81
Peru 1040231 2881 0.28 40078 38399 64 0.17 3.69
Netherlands 901740 6197 0.69 169838 12786 122 0.96 1.42
Indonesia 858043 11278 1.33 172404 24951 306 1.24 2.91
Czechia 855600 10801 1.28 209288 13656 171 1.27 1.60
Canada 686211 7139 1.05 153705 17404 149 0.86 2.54
Romania 681392 4424 0.65 77141 16969 88 0.52 2.49
Belgium 670249 2927 0.44 37928 20250 56 0.28 3.02
Chile 652525 3390 0.52 61611 17204 22 0.13 2.64
Iraq 605416 867 0.14 17740 12915 4 0.03 2.13
Bangladesh 524910 890 0.17 20042 7833 14 0.18 1.49
Israel 520060 9997 1.96 135038 3817 46 1.22 0.73
Sweden 512203 5337 1.05 116155 9834 167 1.73 1.92
Pakistan 511921 3097 0.61 46851 10818 46 0.43 2.11
Portugal 507108 10556 2.13 123850 8236 156 1.93 1.62
Philippines 492700 1442 0.29 28696 9699 145 1.52 1.97
Switzerland 490358 3001 0.62 67059 8521 51 0.60 1.74
Morocco 455055 1266 0.28 31841 7810 26 0.33 1.72
Austria 385750 1917 0.50 41393 6868 49 0.72 1.78
Serbia 366191 2267 0.62 53938 3664 25 0.69 1.00
Saudi Arabia 364271 175 0.05 2735 6304 4 0.06 1.73
Hungary 345710 1358 0.39 37448 10948 95 0.88 3.17
Jordan 310968 1122 0.36 28985 4091 15 0.37 1.32
Japan 304140 5819 1.95 97133 4059 97 2.45 1.33
Panama 288408 3315 1.16 68147 4594 33 0.72 1.59
Nepal 266143 445 0.17 10164 1937 5 0.26 0.73
Georgia 243255 1618 0.67 28384 2846 26 0.92 1.17
United Arab Emirates 239587 3362 1.42 42463 723 6 0.84 0.30
Lebanon 231936 4988 2.20 68711 1740 35 2.05 0.75
Azerbaijan 225820 474 0.21 17609 2957 16 0.54 1.31
Ecuador 224315 1748 0.79 17231 14229 33 0.23 6.34
Croatia 222117 1135 0.51 22031 4472 26 0.58 2.01
Belarus 217696 1972 0.91 38500 1544 9 0.59 0.71
Slovakia 215055 3576 1.69 56150 3163 61 1.97 1.47
Kazakhstan 211901 925 0.44 17644 2881 2 0.07 1.36
Bulgaria 210416 535 0.25 14530 8349 70 0.85 3.97
Dominican Republic 186383 1595 0.86 23887 2428 1 0.04 1.30
Denmark 185835 1359 0.74 41782 1661 37 2.28 0.89
Costa Rica 182156 1063 0.59 20214 2384 17 0.72 1.31
Bolivia 178818 2057 1.16 26754 9493 39 0.41 5.31
Tunisia 168568 3632 2.20 43568 5415 72 1.35 3.21
Armenia 163128 485 0.30 7688 2951 10 0.34 1.81
Lithuania 163042 1694 1.05 42948 2314 42 1.85 1.42
Ireland 159144 3553 2.28 76989 2460 63 2.63 1.55
Kuwait 155874 539 0.35 7101 946 0 0.00 0.61
Egypt 152719 996 0.66 24747 8362 58 0.70 5.48
Moldova 150946 808 0.54 12733 3193 17 0.54 2.12
West Bank and Gaza 149769 801 0.54 22393 1658 28 1.72 1.11
Greece 146688 668 0.46 13323 5354 25 0.47 3.65
Qatar 146480 201 0.14 4032 246 0 0.00 0.17
Guatemala 145986 1004 0.69 11730 5117 37 0.73 3.51
Malaysia 144518 2985 2.11 45781 563 4 0.72 0.39
Slovenia 143679 2092 1.48 33745 3070 17 0.56 2.14
Burma 132260 523 0.40 13391 2902 24 0.83 2.19
Oman 131086 142 0.11 2850 1508 0 0.00 1.15
Honduras 131009 1204 0.93 12973 3320 26 0.79 2.53
Ethiopia 129455 463 0.36 8466 2006 2 0.10 1.55
Paraguay 118592 1002 0.85 16221 2451 14 0.57 2.07
Venezuela 117811 512 0.44 6787 1084 6 0.56 0.92
Bosnia and Herzegovina 116668 468 0.40 9098 4399 26 0.59 3.77
Libya 106670 640 0.60 10324 1629 7 0.43 1.53
Nigeria 103999 1398 1.36 23077 1382 9 0.66 1.33
Algeria 102860 219 0.21 6311 2819 3 0.11 2.74

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 2843062 38399 1.37 840568 31684 527 1.69 1.11 71953.99 801.88 1 in 14
Texas 2040751 26106 1.30 388263 31277 382 1.24 1.53 70380.72 1078.67 1 in 14
Florida 1517472 13990 0.93 283073 23396 169 0.73 1.54 70653.25 1089.31 1 in 14
New York 1179266 14704 1.26 292453 40192 172 0.43 3.41 60619.54 2066.05 1 in 16
Illinois 1046030 5862 0.56 127960 19617 120 0.62 1.88 82547.73 1548.08 1 in 12
Ohio 799639 6701 0.85 154817 9881 79 0.81 1.24 68408.95 845.32 1 in 15
Georgia 782288 8596 1.11 173998 11803 141 1.21 1.51 73679.65 1111.66 1 in 14
Pennsylvania 746002 8008 1.09 159528 18412 367 2.03 2.47 58272.35 1438.21 1 in 17
Tennessee 665499 4625 0.70 124259 8148 137 1.71 1.22 97392.37 1192.42 1 in 10
Arizona 641729 5629 0.88 168456 10673 191 1.82 1.66 84272.88 1401.60 1 in 12
North Carolina 641073 5098 0.80 146562 7745 107 1.40 1.21 61123.94 738.46 1 in 16
New Jersey 602629 7880 1.32 111288 20161 122 0.61 3.35 67846.89 2269.82 1 in 15
Indiana 574119 3642 0.64 97581 9163 59 0.65 1.60 85279.31 1361.07 1 in 12
Michigan 573278 3128 0.55 64829 14336 40 0.28 2.50 57403.25 1435.49 1 in 17
Wisconsin 558020 2771 0.50 57577 5679 46 0.82 1.02 95839.64 975.37 1 in 10
Massachusetts 448447 5918 1.34 112459 13359 86 0.65 2.98 64529.36 1922.30 1 in 15
Missouri 440849 2186 0.50 57588 6359 27 0.43 1.44 71829.60 1036.10 1 in 14
Minnesota 440354 1487 0.34 37835 5842 50 0.86 1.33 78082.05 1035.88 1 in 13
Virginia 412545 4598 1.13 93412 5552 75 1.37 1.35 48332.74 650.46 1 in 21
Alabama 410995 3147 0.77 76426 5760 187 3.36 1.40 83822.05 1174.75 1 in 12
Colorado 366774 2438 0.67 50274 5285 43 0.82 1.44 63690.02 917.74 1 in 16
South Carolina 365378 6021 1.68 83148 5911 51 0.87 1.62 70964.91 1148.05 1 in 14
Louisiana 355835 2896 0.82 61901 8022 51 0.64 2.25 76543.51 1725.61 1 in 13
Oklahoma 341364 3907 1.16 72088 2848 44 1.57 0.83 86269.02 719.74 1 in 12
Maryland 314867 2516 0.81 57005 6404 37 0.58 2.03 52081.32 1059.27 1 in 19
Utah 314218 4589 1.48 56521 1449 27 1.90 0.46 98010.64 451.97 1 in 10
Kentucky 313281 4553 1.47 63002 2991 47 1.60 0.95 70121.74 669.48 1 in 14
Iowa 301161 1906 0.64 29049 4232 10 0.24 1.41 95453.03 1341.33 1 in 10
Washington 281202 2658 0.95 51000 3838 49 1.29 1.36 36927.90 504.01 1 in 27
Arkansas 262020 2467 0.95 54079 4186 65 1.58 1.60 86824.12 1387.09 1 in 12
Nevada 253985 1143 0.45 44023 3596 50 1.41 1.42 82458.49 1167.47 1 in 12
Kansas 252990 4344 1.75 40138 3343 95 2.92 1.32 86839.25 1147.49 1 in 12
Mississippi 243899 1942 0.80 43574 5315 31 0.59 2.18 81951.21 1785.86 1 in 12
Connecticut 220576 3529 1.63 49871 6536 87 1.35 2.96 61867.67 1833.23 1 in 16
Nebraska 179199 1529 0.86 19537 1803 12 0.67 1.01 92637.64 932.07 1 in 11
New Mexico 159119 1145 0.72 25877 2807 13 0.47 1.76 75885.54 1338.69 1 in 13
Idaho 152364 1091 0.72 18379 1564 8 0.51 1.03 85021.47 872.74 1 in 12
Oregon 129109 1329 1.04 23139 1708 41 2.46 1.32 30610.97 404.96 1 in 33
West Virginia 104392 1189 1.15 28456 1671 37 2.26 1.60 58412.65 935.01 1 in 17
South Dakota 104195 452 0.44 8155 1604 19 1.20 1.54 117779.85 1813.13 1 in 8
Rhode Island 102485 1092 1.08 20419 1987 17 0.86 1.94 96742.28 1875.66 1 in 10
North Dakota 95135 167 0.18 4413 1364 1 0.07 1.43 124838.92 1789.88 1 in 8
Montana 87653 576 0.66 9131 1069 2 0.19 1.22 82012.35 1000.21 1 in 12
Puerto Rico 84639 212 0.25 14151 1659 14 0.85 1.96 26501.91 519.46 1 in 38
Delaware 67173 727 1.09 14938 994 3 0.30 1.48 68982.83 1020.78 1 in 14
New Hampshire 54125 976 1.84 15613 885 7 0.80 1.64 39806.25 650.87 1 in 25
Alaska 50816 294 0.58 5988 226 1 0.44 0.44 69463.94 308.94 1 in 14
Wyoming 48289 217 0.45 5625 522 0 0.00 1.08 83435.42 901.93 1 in 12
District of Columbia 32600 177 0.55 5374 831 6 0.73 2.55 46192.06 1177.47 1 in 22
Maine 31150 824 2.72 10659 453 4 0.89 1.45 23173.43 337.00 1 in 43
Hawaii 23949 93 0.39 3081 311 3 0.97 1.30 16914.66 219.65 1 in 59
Vermont 9368 121 1.31 2688 158 0 0.00 1.69 15013.09 253.21 1 in 67

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 36842651 2843062 7.72 6374091 840568 13.19 932436.8
2 Texas 15179088 2040751 13.44 2157233 388263 18.00 523491.2
3 Florida 17148040 1517472 8.85 2206170 283073 12.83 798410.0
4 New York 27918445 1179266 4.22 4074548 292453 7.18 1435132.9
5 Illinois 14339584 1046030 7.29 1651513 127960 7.75 1131611.9
6 Ohio 8250980 799639 9.69 838513 154817 18.46 705869.6
7 Georgia 5763974 782288 13.57 677838 173998 25.67 542878.8
8 Pennsylvania 4157761 746002 17.94 395339 159528 40.35 324774.6
9 Tennessee 6008119 665499 11.08 561760 124259 22.12 879257.4
10 Arizona 3131735 641729 20.49 433720 168456 38.84 411264.5
11 North Carolina 7766179 641073 8.25 1218181 146562 12.03 740476.4
12 New Jersey 8477286 602629 7.11 1129639 111288 9.85 954413.9
13 Indiana 6220087 574119 9.23 843512 97581 11.57 923928.2
14 Michigan 8665671 573278 6.62 815623 64829 7.95 867707.5
15 Wisconsin 5674434 558020 9.83 535014 57577 10.76 974581.1
16 Massachusetts 11944985 448447 3.75 1545416 112459 7.28 1718825.8
17 Missouri 3859023 440849 11.42 345410 57588 16.67 628768.8
18 Minnesota 5733978 440354 7.68 639175 37835 5.92 1016729.1
19 Virginia 4674630 412545 8.83 644727 93412 14.49 547667.9
20 Alabama 1989724 410995 20.66 176373 76426 43.33 405802.3
21 Colorado 4856955 366774 7.55 703171 50274 7.15 843406.4
22 South Carolina 3535436 365378 10.33 559717 83148 14.86 686663.9
23 Louisiana 4527858 355835 7.86 477392 61901 12.97 973985.5
24 Oklahoma 2889390 341364 11.81 346135 72088 20.83 730202.5
25 Maryland 6254353 314867 5.03 834354 57005 6.83 1034516.1
26 Utah 2406992 314218 13.05 251284 56521 22.49 750787.1
27 Kentucky 3366855 313281 9.30 305163 63002 20.65 753603.7
28 Iowa 1205222 301161 24.99 50438 29049 57.59 381995.3
29 Washington 4110647 281202 6.84 520188 51000 9.80 539816.8
30 Arkansas 2208736 262020 11.86 237881 54079 22.73 731896.7
31 Nevada 2268691 253985 11.20 283753 44023 15.51 736550.7
32 Kansas 1083932 252990 23.34 121728 40138 32.97 372061.5
33 Mississippi 1466825 243899 16.63 138842 43574 31.38 492860.1
34 Connecticut 4828069 220576 4.57 740652 49871 6.73 1354188.0
35 Nebraska 1874707 179199 9.56 212383 19537 9.20 969137.3
36 New Mexico 2124990 159119 7.49 263128 25877 9.83 1013430.3
37 Idaho 566225 152364 26.91 35687 18379 51.50 315962.3
38 Oregon 2856686 129109 4.52 338790 23139 6.83 677303.0
39 West Virginia 1697113 104392 6.15 273214 28456 10.42 949621.4
40 South Dakota 387299 104195 26.90 22173 8155 36.78 437794.7
41 Rhode Island 2199630 102485 4.66 312173 20419 6.54 2076374.3
42 North Dakota 1287521 95135 7.39 75801 4413 5.82 1689522.6
43 Montana 855069 87653 10.25 88873 9131 10.27 800043.6
45 Delaware 1081445 67173 6.21 167691 14938 8.91 1110582.2
46 New Hampshire 1112047 54125 4.87 132513 15613 11.78 817855.4
47 Alaska 1370835 50816 3.71 148808 5988 4.02 1873890.2
48 Wyoming 537679 48289 8.98 59328 5625 9.48 929020.5
49 District of Columbia 973570 32600 3.35 123578 5374 4.35 1379484.8
50 Maine 1214698 31150 2.56 156100 10659 6.83 903650.6
51 Hawaii 882893 23949 2.71 101458 3081 3.04 623568.4
52 Vermont 771018 9368 1.22 107334 2688 2.50 1235627.6

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5109218 505637 2245 0.45 9.90 3651 462 54963 25954 5.13
Veneto 3512029 291719 1884 0.65 8.31 2551 336 81970 7684 2.63
Piemonte 1760650 209481 1009 0.48 11.90 2605 172 14760 8278 3.95
Campania 2180945 202552 1098 0.55 9.29 1405 106 72260 3257 1.61
Emilia-Romagna 2737403 195573 1178 0.61 7.14 2679 229 57980 8520 4.36
Lazio 2866990 183908 1612 0.88 6.41 2892 313 78223 4259 2.32
Toscana 1988970 126140 507 0.40 6.34 738 140 8826 3916 3.10
Sicilia 1333247 113524 1969 1.77 8.51 1371 208 44677 2841 2.50
Puglia 1143261 104578 1082 1.05 9.15 1406 165 55478 2755 2.63
Liguria 754313 64671 395 0.61 8.57 689 62 5002 3064 4.74
Friuli Venezia Giulia 1004009 57787 546 0.95 5.76 665 69 12798 1981 3.43
Marche 591216 48127 480 1.01 8.14 594 73 13158 1735 3.61
Abruzzo 550152 38339 314 0.83 6.97 468 40 11216 1300 3.39
Sardegna 516015 34669 233 0.68 6.72 532 47 17447 865 2.50
P.A. Bolzano 383859 32012 269 0.85 8.34 212 23 11675 788 2.46
Umbria 536852 31467 307 0.99 5.86 275 50 4470 676 2.15
Calabria 470340 27736 283 1.03 5.90 284 25 9611 521 1.88
P.A. Trento 474659 24118 175 0.73 5.08 320 44 1988 1037 4.30
Basilicata 196701 12197 72 0.59 6.20 90 4 6736 284 2.33
Valle d’Aosta 65735 7565 19 0.25 11.51 43 2 420 392 5.18
Molise 123555 7236 97 1.36 5.86 55 9 1116 219 3.03

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Quebec 234695 2071 0.89 8815 33 0.38 3.76 27489.34 1032.48 1 in 36
Ontario 229854 3245 1.43 5147 73 1.44 2.24 15623.76 349.85 1 in 64
Alberta 113618 875 0.78 1368 23 1.71 1.20 25745.35 309.98 1 in 39
British Columbia 59072 519 0.89 1031 12 1.18 1.75 11558.00 201.73 1 in 87
Manitoba 26695 155 0.58 753 5 0.67 2.82 19379.07 546.64 1 in 52
Saskatchewan 19017 247 1.32 206 2 0.98 1.08 16093.38 174.33 1 in 62
Nova Scotia 1542 8 0.52 65 0 0.00 4.22 1577.56 66.50 1 in 634
New Brunswick 836 19 2.33 12 1 9.09 1.44 1071.80 15.38 1 in 933
Newfoundland and Labrador 393 0 0.00 4 0 0.00 1.02 753.79 7.67 1 in 1327
Nunavut 266 0 0.00 1 0 0.00 0.38 NA NA 1 in NA
Prince Edward Island 103 0 0.00 0 0 NaN 0.00 651.25 0.00 1 in 1536
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 24 0 0.00 0 0 NaN 0.00 534.47 0.00 1 in 1871
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 70529.48 1175.93 1 in 14
India 7850.70 113.31 1 in 127
Brazil 39448.33 984.06 1 in 25
Russia 23771.17 432.27 1 in 42
United Kingdom 48479.12 1278.00 1 in 21
France 43115.27 1032.51 1 in 23
Turkey 29152.82 288.64 1 in 34
Italy 38343.85 1328.14 1 in 26
Spain 46637.14 1133.26 1 in 21
Germany 24083.73 532.62 1 in 42
Colombia 37334.01 960.34 1 in 27
Argentina 39697.97 1016.11 1 in 25
Mexico 12166.42 1059.73 1 in 82
Poland 36990.65 844.50 1 in 27
Iran 16083.53 695.63 1 in 62
South Africa 22537.08 619.53 1 in 44
Ukraine NA NA 1 in NA
Peru 32335.44 1193.63 1 in 31
Netherlands 52487.78 744.24 1 in 19
Indonesia 3250.16 94.51 1 in 308

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 959156 12972 1.35
Cook Illinois 424217 8870 2.09
Maricopa Arizona 397208 6115 1.54
Miami-Dade Florida 334217 4472 1.34
Harris Texas 269089 3658 1.36
San Bernardino California 239786 1552 0.65
Riverside California 230600 2307 1.00
Dallas Texas 225629 2301 1.02
San Diego California 201580 1952 0.97
Orange California 199532 2179 1.09
Clark Nevada 194220 2716 1.40
Tarrant Texas 183080 1777 0.97
Broward Florida 153715 1943 1.26
Queens New York 147779 7722 5.23
Kings New York 144589 7941 5.49
Bexar Texas 138785 1912 1.38
Salt Lake Utah 119222 611 0.51
Suffolk New York 118829 2502 2.11
Nassau New York 106954 2504 2.34
El Paso Texas 104714 1869 1.78
Philadelphia Pennsylvania 101582 2671 2.63
Bronx New York 99088 5227 5.28
Milwaukee Wisconsin 97758 1025 1.05
Franklin Ohio 94591 702 0.74
Palm Beach Florida 93994 1983 2.11
Hennepin Minnesota 91596 1449 1.58
Wayne Michigan 91136 3811 4.18
Orange Florida 89701 819 0.91
Hillsborough Florida 89043 1153 1.29
Middlesex Massachusetts 88898 2903 3.27
Santa Clara California 87045 1011 1.16
Pima Arizona 85256 1335 1.57
Kern California 81490 550 0.67
Westchester New York 80146 1750 2.18
Cuyahoga Ohio 79634 962 1.21
Marion Indiana 79354 1271 1.60
Fresno California 77651 846 1.09
Sacramento California 77201 1044 1.35
Utah Utah 77010 238 0.31
St. Louis Missouri 76601 1530 2.00
Shelby Tennessee 74266 1080 1.45
Mecklenburg North Carolina 73477 646 0.88
Duval Florida 72579 786 1.08
King Washington 71106 1135 1.60
New York New York 70882 3409 4.81
Gwinnett Georgia 68843 639 0.93
Davidson Tennessee 68646 646 0.94
Essex Massachusetts 68261 1827 2.68
Providence Rhode Island 67526 1480 2.19
DuPage Illinois 67271 1122 1.67
Oklahoma Oklahoma 66594 483 0.73
Fulton Georgia 66258 832 1.26
Oakland Michigan 66226 1764 2.66
Fairfield Connecticut 65000 1821 2.80
Alameda California 62943 776 1.23
Suffolk Massachusetts 62816 1448 2.31
Allegheny Pennsylvania 62439 1253 2.01
Prince George’s Maryland 60972 1151 1.89
Jefferson Alabama 60269 872 1.45
Collin Texas 60267 439 0.73
Hamilton Ohio 59040 427 0.72
Bergen New Jersey 58354 2397 4.11
Travis Texas 58286 589 1.01
Jefferson Kentucky 58112 578 0.99
Douglas Nebraska 57532 548 0.95
Essex New Jersey 56824 2459 4.33
Will Illinois 56766 851 1.50
Hidalgo Texas 56263 2269 4.03
Tulsa Oklahoma 55721 475 0.85
Hartford Connecticut 55710 1978 3.55
New Haven Connecticut 55665 1680 3.02
Ventura California 55342 388 0.70
Middlesex New Jersey 55035 1783 3.24
San Joaquin California 54796 736 1.34
Hudson New Jersey 53632 1769 3.30
Wake North Carolina 53462 374 0.70
Cobb Georgia 53046 618 1.17
Macomb Michigan 52792 1729 3.28
Montgomery Maryland 52368 1203 2.30
Pinellas Florida 52357 1149 2.19
Denver Colorado 52294 707 1.35
Lake Illinois 51944 872 1.68
Worcester Massachusetts 51038 1667 3.27
Fairfax Virginia 50705 720 1.42
Contra Costa California 49082 395 0.80
Erie New York 48982 1320 2.69
Kent Michigan 46657 594 1.27
Lee Florida 46551 720 1.55
Passaic New Jersey 46517 1524 3.28
Greenville South Carolina 46101 581 1.26
Union New Jersey 45916 1607 3.50
Sedgwick Kansas 45337 470 1.04
Bernalillo New Mexico 45273 658 1.45
El Paso Colorado 44831 652 1.45
Kane Illinois 44812 660 1.47
Denton Texas 44808 411 0.92
Lubbock Texas 44757 622 1.39
Polk Iowa 44653 436 0.98
Johnson Kansas 44346 587 1.32
DeKalb Georgia 44106 556 1.26

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc